Title :
Stereo matching with Global Edge Constraint and Graph Cuts
Author :
Hong Zhang ; Feiyang Cheng ; Ding Yuan ; Yuecheng Li ; Mingui Sun
Author_Institution :
Image Process. Center, Beihang Univ., Beijing, China
Abstract :
We propose a novel method on stereo matching based on the Global Edge Constraint (GEC) and Graph Cuts. Firstly, the GEC composed of particular image edges is employed to generate the initial disparity maps. And then the reliable disparity maps consistent with the observed data are extracted to construct the data term of the energy function. Finally, we incorporate the GEC as a soft constraint into our global optimization framework, and the optimal solution could be approximated via graph cuts. Experimental results demonstrated the good performance of our proposed approach.
Keywords :
graph theory; image matching; optimisation; stereo image processing; GEC; data extraction; data term; disparity maps; energy function; global edge constraint; global optimization framework; graph cuts; image edges; optimal solution; soft constraint; stereo matching; Approximation algorithms; Data mining; Image edge detection; Image segmentation; Optimization; Reliability; Stereo vision;
Conference_Titel :
Pattern Recognition (ICPR), 2012 21st International Conference on
Conference_Location :
Tsukuba
Print_ISBN :
978-1-4673-2216-4